{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.039985,
     "end_time": "2020-10-18T21:36:40.930529",
     "exception": false,
     "start_time": "2020-10-18T21:36:40.890544",
     "status": "completed"
    },
    "tags": [],
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Load-the-Data\" data-toc-modified-id=\"Load-the-Data-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Load the Data</a></span><ul class=\"toc-item\"><li><span><a href=\"#Download-data-(if-needed)\" data-toc-modified-id=\"Download-data-(if-needed)-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Download data (if needed)</a></span></li><li><span><a href=\"#Read-in-log-file\" data-toc-modified-id=\"Read-in-log-file-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>Read in log file</a></span></li></ul></li><li><span><a href=\"#Data-Augmentation\" data-toc-modified-id=\"Data-Augmentation-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Data Augmentation</a></span><ul class=\"toc-item\"><li><span><a href=\"#Flip-the-image\" data-toc-modified-id=\"Flip-the-image-2.1\"><span class=\"toc-item-num\">2.1&nbsp;&nbsp;</span>Flip the image</a></span></li><li><span><a href=\"#Adjust-off-center-images\" data-toc-modified-id=\"Adjust-off-center-images-2.2\"><span class=\"toc-item-num\">2.2&nbsp;&nbsp;</span>Adjust off-center images</a></span></li><li><span><a href=\"#Don't-use-some-small-steering-values\" data-toc-modified-id=\"Don't-use-some-small-steering-values-2.3\"><span class=\"toc-item-num\">2.3&nbsp;&nbsp;</span>Don't use some small steering values</a></span></li><li><span><a href=\"#Translate-Images\" data-toc-modified-id=\"Translate-Images-2.4\"><span class=\"toc-item-num\">2.4&nbsp;&nbsp;</span>Translate Images</a></span></li></ul></li><li><span><a href=\"#Creating-own-generator-to-read-data\" data-toc-modified-id=\"Creating-own-generator-to-read-data-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Creating own generator to read data</a></span><ul class=\"toc-item\"><li><span><a href=\"#Read-in-images-by-path-from-log-file\" data-toc-modified-id=\"Read-in-images-by-path-from-log-file-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>Read in images by path from log file</a></span></li><li><span><a href=\"#Split-the-data-into-training-and-validation\" data-toc-modified-id=\"Split-the-data-into-training-and-validation-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>Split the data into training and validation</a></span><ul class=\"toc-item\"><li><span><a href=\"#Generators-for-both-train-and-validation-sets\" data-toc-modified-id=\"Generators-for-both-train-and-validation-sets-3.2.1\"><span class=\"toc-item-num\">3.2.1&nbsp;&nbsp;</span>Generators for both train and validation sets</a></span></li></ul></li></ul></li><li><span><a href=\"#Model\" data-toc-modified-id=\"Model-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Model</a></span><ul class=\"toc-item\"><li><span><a href=\"#Using-center-images-only\" data-toc-modified-id=\"Using-center-images-only-4.1\"><span class=\"toc-item-num\">4.1&nbsp;&nbsp;</span>Using center images only</a></span><ul class=\"toc-item\"><li><span><a href=\"#Evaluation\" data-toc-modified-id=\"Evaluation-4.1.1\"><span class=\"toc-item-num\">4.1.1&nbsp;&nbsp;</span>Evaluation</a></span></li></ul></li></ul></li></ul></div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-18T03:48:50.811070Z",
     "start_time": "2020-10-18T03:48:34.581912Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:36:41.015281Z",
     "iopub.status.busy": "2020-10-18T21:36:41.014467Z",
     "iopub.status.idle": "2020-10-18T21:36:48.692748Z",
     "shell.execute_reply": "2020-10-18T21:36:48.691798Z"
    },
    "papermill": {
     "duration": 7.723403,
     "end_time": "2020-10-18T21:36:48.692879",
     "exception": false,
     "start_time": "2020-10-18T21:36:40.969476",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import cv2\n",
    "import sklearn\n",
    "import sklearn.model_selection\n",
    "import tensorflow.keras as keras\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.039611,
     "end_time": "2020-10-18T21:36:48.771415",
     "exception": false,
     "start_time": "2020-10-18T21:36:48.731804",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Load the Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.03928,
     "end_time": "2020-10-18T21:36:48.849785",
     "exception": false,
     "start_time": "2020-10-18T21:36:48.810505",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "We'll load the log data & also load the images (found in the log file)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.039045,
     "end_time": "2020-10-18T21:36:48.927955",
     "exception": false,
     "start_time": "2020-10-18T21:36:48.888910",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Download data (if needed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-11T21:09:02.838088Z",
     "start_time": "2020-10-11T21:08:59.835Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:36:49.012028Z",
     "iopub.status.busy": "2020-10-18T21:36:49.011060Z",
     "iopub.status.idle": "2020-10-18T21:36:49.013556Z",
     "shell.execute_reply": "2020-10-18T21:36:49.014055Z"
    },
    "papermill": {
     "duration": 0.047297,
     "end_time": "2020-10-18T21:36:49.014173",
     "exception": false,
     "start_time": "2020-10-18T21:36:48.966876",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Download data & unzip if it doesn't already exist\n",
    "import os.path\n",
    "from io import BytesIO\n",
    "from urllib.request import urlopen\n",
    "from zipfile import ZipFile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-11T21:09:02.841353Z",
     "start_time": "2020-10-11T21:09:00.188Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:36:49.100235Z",
     "iopub.status.busy": "2020-10-18T21:36:49.099213Z",
     "iopub.status.idle": "2020-10-18T21:36:49.102229Z",
     "shell.execute_reply": "2020-10-18T21:36:49.101627Z"
    },
    "papermill": {
     "duration": 0.048535,
     "end_time": "2020-10-18T21:36:49.102342",
     "exception": false,
     "start_time": "2020-10-18T21:36:49.053807",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def load_ext_file(data_zip_url, data_path='data/'):\n",
    "    '''Download the zip file from URL and extract it to path (if specified).\n",
    "    '''\n",
    "    # Check if path already exits\n",
    "    if not os.path.exists(data_path):\n",
    "        with urlopen(data_zip_url) as zip_resp:\n",
    "            with ZipFile(BytesIO(zip_resp.read())) as zfile:\n",
    "                # Extract files into the data directory\n",
    "                zfile.extractall(path=None)\n",
    "       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-11T21:09:02.848457Z",
     "start_time": "2020-10-11T21:09:00.734Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:36:49.184406Z",
     "iopub.status.busy": "2020-10-18T21:36:49.183807Z",
     "iopub.status.idle": "2020-10-18T21:37:07.082926Z",
     "shell.execute_reply": "2020-10-18T21:37:07.085535Z"
    },
    "papermill": {
     "duration": 17.944881,
     "end_time": "2020-10-18T21:37:07.085739",
     "exception": false,
     "start_time": "2020-10-18T21:36:49.140858",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Use particular release for data from a simulation run\n",
    "load_ext_file('https://github.com/MrGeislinger/clone-driving-behavior/releases/download/v0.14.0/data.zip')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.087518,
     "end_time": "2020-10-18T21:37:07.304152",
     "exception": false,
     "start_time": "2020-10-18T21:37:07.216634",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Read in log file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-11T21:09:03.255361Z",
     "start_time": "2020-10-11T21:09:03.250874Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:07.397542Z",
     "iopub.status.busy": "2020-10-18T21:37:07.395561Z",
     "iopub.status.idle": "2020-10-18T21:37:07.398203Z",
     "shell.execute_reply": "2020-10-18T21:37:07.398711Z"
    },
    "papermill": {
     "duration": 0.052154,
     "end_time": "2020-10-18T21:37:07.398834",
     "exception": false,
     "start_time": "2020-10-18T21:37:07.346680",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def create_img_meas_dfs(log_csv, data_dir=None, orig_dir=None, skiprows=None):\n",
    "    '''Creates DataFrames for the image paths and measurements using CSV path.\n",
    "    \n",
    "    Returns tuple of two DataFrames.\n",
    "    '''\n",
    "    data_header = [\n",
    "        'image_center',\n",
    "        'image_left',\n",
    "        'image_right',\n",
    "        'steer_angle', # [-1,1]\n",
    "        'throttle', # boolen (if accelerating)\n",
    "        'break', # boolean (if breaking)\n",
    "        'speed' # mph\n",
    "    ]\n",
    "\n",
    "    df = pd.read_csv(\n",
    "        log_csv,\n",
    "        names=data_header,\n",
    "        skiprows=skiprows\n",
    "    )\n",
    "\n",
    "    # Replace the original directory from dataset (if specified)\n",
    "    if orig_dir and data_dir:\n",
    "        for col in ['image_center','image_left','image_right']:\n",
    "            df[col] = df[col].str.replace(orig_dir,data_dir)\n",
    "    \n",
    "    # Get specifics for each DF\n",
    "    df_img_paths = df.iloc[:,:3]\n",
    "    df_measurments = df.iloc[:,3:]\n",
    "    \n",
    "    return df_img_paths,df_measurments, df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-11T21:09:03.643351Z",
     "start_time": "2020-10-11T21:09:03.580826Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:07.482171Z",
     "iopub.status.busy": "2020-10-18T21:37:07.481239Z",
     "iopub.status.idle": "2020-10-18T21:37:07.571032Z",
     "shell.execute_reply": "2020-10-18T21:37:07.570513Z"
    },
    "papermill": {
     "duration": 0.133842,
     "end_time": "2020-10-18T21:37:07.571142",
     "exception": false,
     "start_time": "2020-10-18T21:37:07.437300",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>image_center</th>\n",
       "      <th>image_left</th>\n",
       "      <th>image_right</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>IMG/center_2020_09_30_09_23_56_907.jpg</td>\n",
       "      <td>IMG/left_2020_09_30_09_23_56_907.jpg</td>\n",
       "      <td>IMG/right_2020_09_30_09_23_56_907.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>IMG/center_2020_09_30_09_23_56_980.jpg</td>\n",
       "      <td>IMG/left_2020_09_30_09_23_56_980.jpg</td>\n",
       "      <td>IMG/right_2020_09_30_09_23_56_980.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>IMG/center_2020_09_30_09_23_57_052.jpg</td>\n",
       "      <td>IMG/left_2020_09_30_09_23_57_052.jpg</td>\n",
       "      <td>IMG/right_2020_09_30_09_23_57_052.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>IMG/center_2020_09_30_09_23_57_125.jpg</td>\n",
       "      <td>IMG/left_2020_09_30_09_23_57_125.jpg</td>\n",
       "      <td>IMG/right_2020_09_30_09_23_57_125.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>IMG/center_2020_09_30_09_23_57_198.jpg</td>\n",
       "      <td>IMG/left_2020_09_30_09_23_57_198.jpg</td>\n",
       "      <td>IMG/right_2020_09_30_09_23_57_198.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             image_center  \\\n",
       "0  IMG/center_2020_09_30_09_23_56_907.jpg   \n",
       "1  IMG/center_2020_09_30_09_23_56_980.jpg   \n",
       "2  IMG/center_2020_09_30_09_23_57_052.jpg   \n",
       "3  IMG/center_2020_09_30_09_23_57_125.jpg   \n",
       "4  IMG/center_2020_09_30_09_23_57_198.jpg   \n",
       "\n",
       "                             image_left                            image_right  \n",
       "0  IMG/left_2020_09_30_09_23_56_907.jpg  IMG/right_2020_09_30_09_23_56_907.jpg  \n",
       "1  IMG/left_2020_09_30_09_23_56_980.jpg  IMG/right_2020_09_30_09_23_56_980.jpg  \n",
       "2  IMG/left_2020_09_30_09_23_57_052.jpg  IMG/right_2020_09_30_09_23_57_052.jpg  \n",
       "3  IMG/left_2020_09_30_09_23_57_125.jpg  IMG/right_2020_09_30_09_23_57_125.jpg  \n",
       "4  IMG/left_2020_09_30_09_23_57_198.jpg  IMG/right_2020_09_30_09_23_57_198.jpg  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stats for measurements:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>steer_angle</th>\n",
       "      <th>throttle</th>\n",
       "      <th>break</th>\n",
       "      <th>speed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>10984.000000</td>\n",
       "      <td>10984.000000</td>\n",
       "      <td>10984.0</td>\n",
       "      <td>10984.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-0.041605</td>\n",
       "      <td>0.194686</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.719887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.187530</td>\n",
       "      <td>0.347360</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.050201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.086667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.631880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-0.019301</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.436995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.239425</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.659743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.295660</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        steer_angle      throttle    break         speed\n",
       "count  10984.000000  10984.000000  10984.0  10984.000000\n",
       "mean      -0.041605      0.194686      0.0     18.719887\n",
       "std        0.187530      0.347360      0.0      7.050201\n",
       "min       -1.000000      0.000000      0.0      0.000054\n",
       "25%       -0.086667      0.000000      0.0     12.631880\n",
       "50%       -0.019301      0.000000      0.0     18.436995\n",
       "75%        0.000000      0.239425      0.0     24.659743\n",
       "max        1.000000      1.000000      0.0     30.295660"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_imgs, df_meas, df_all = create_img_meas_dfs(\n",
    "    log_csv='data/driving_log.csv', \n",
    "    skiprows=1)\n",
    "\n",
    "display(df_imgs.head())\n",
    "\n",
    "print('Stats for measurements:')\n",
    "display(df_meas.describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-11T21:11:29.928648Z",
     "start_time": "2020-10-11T21:11:29.725362Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:07.664899Z",
     "iopub.status.busy": "2020-10-18T21:37:07.664122Z",
     "iopub.status.idle": "2020-10-18T21:37:07.975409Z",
     "shell.execute_reply": "2020-10-18T21:37:07.975932Z"
    },
    "papermill": {
     "duration": 0.360517,
     "end_time": "2020-10-18T21:37:07.976068",
     "exception": false,
     "start_time": "2020-10-18T21:37:07.615551",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df_meas.steer_angle.hist(bins=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.040869,
     "end_time": "2020-10-18T21:37:08.062599",
     "exception": false,
     "start_time": "2020-10-18T21:37:08.021730",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Data Augmentation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.039573,
     "end_time": "2020-10-18T21:37:08.142498",
     "exception": false,
     "start_time": "2020-10-18T21:37:08.102925",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "We can do some data augmentation to the images to have more variety in the training material."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.041679,
     "end_time": "2020-10-18T21:37:08.225607",
     "exception": false,
     "start_time": "2020-10-18T21:37:08.183928",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Flip the image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.04025,
     "end_time": "2020-10-18T21:37:08.306164",
     "exception": false,
     "start_time": "2020-10-18T21:37:08.265914",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "We can flip the image and the steering angle to better generalize."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-04T03:35:58.122417Z",
     "start_time": "2020-10-04T03:35:58.120272Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:08.393956Z",
     "iopub.status.busy": "2020-10-18T21:37:08.392171Z",
     "iopub.status.idle": "2020-10-18T21:37:08.394614Z",
     "shell.execute_reply": "2020-10-18T21:37:08.395071Z"
    },
    "papermill": {
     "duration": 0.047795,
     "end_time": "2020-10-18T21:37:08.395180",
     "exception": false,
     "start_time": "2020-10-18T21:37:08.347385",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def flip_image(image, target):\n",
    "    '''Horizontally flip image and target value.\n",
    "    '''\n",
    "    image_flipped = np.fliplr(image)\n",
    "    target_flipped = -target\n",
    "    return image_flipped, target_flipped\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.040029,
     "end_time": "2020-10-18T21:37:08.475593",
     "exception": false,
     "start_time": "2020-10-18T21:37:08.435564",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Adjust off-center images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-04T03:35:58.126576Z",
     "start_time": "2020-10-04T03:35:58.123613Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:08.563757Z",
     "iopub.status.busy": "2020-10-18T21:37:08.563047Z",
     "iopub.status.idle": "2020-10-18T21:37:08.567083Z",
     "shell.execute_reply": "2020-10-18T21:37:08.566590Z"
    },
    "papermill": {
     "duration": 0.050131,
     "end_time": "2020-10-18T21:37:08.567186",
     "exception": false,
     "start_time": "2020-10-18T21:37:08.517055",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def adjust_offcenter_image(image, target, correction: float = 1e-2,\n",
    "                                  img_camera_type: str = 'center'):\n",
    "    '''\n",
    "    img_camera_type: The type of camera image\n",
    "    target: The target value (to be adjusted)\n",
    "    '''\n",
    "    # TODO: Adjust the target slightly for off-center image\n",
    "    if img_camera_type == 'left':\n",
    "        new_target = target + correction\n",
    "    elif img_camera_type == 'right':\n",
    "        new_target = target - correction\n",
    "    # Don't make any correction if unknown or centere\n",
    "    else: \n",
    "        new_target = target\n",
    "    return image, new_target"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.040986,
     "end_time": "2020-10-18T21:37:08.648199",
     "exception": false,
     "start_time": "2020-10-18T21:37:08.607213",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Don't use some small steering values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.045994,
     "end_time": "2020-10-18T21:37:08.738751",
     "exception": false,
     "start_time": "2020-10-18T21:37:08.692757",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Since the data is biased towards to low steering (driving straight), randomly drop some of the data to discourage simply driving straight."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-04T03:36:57.808003Z",
     "start_time": "2020-10-04T03:36:57.804760Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:08.827104Z",
     "iopub.status.busy": "2020-10-18T21:37:08.825842Z",
     "iopub.status.idle": "2020-10-18T21:37:08.828441Z",
     "shell.execute_reply": "2020-10-18T21:37:08.828975Z"
    },
    "papermill": {
     "duration": 0.048669,
     "end_time": "2020-10-18T21:37:08.829098",
     "exception": false,
     "start_time": "2020-10-18T21:37:08.780429",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def skip_low_steering(steer_value, steer_threshold=0.05, drop_percent=0.2):\n",
    "    '''\n",
    "    '''\n",
    "    # Keep value if greater than threshold or by chance\n",
    "    return (steer_value < steer_threshold['left']\n",
    "            or steer_value > steer_threshold['right']\n",
    "            or np.random.rand() > drop_percent)\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.039929,
     "end_time": "2020-10-18T21:37:08.909451",
     "exception": false,
     "start_time": "2020-10-18T21:37:08.869522",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Translate Images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:08.999118Z",
     "iopub.status.busy": "2020-10-18T21:37:08.997678Z",
     "iopub.status.idle": "2020-10-18T21:37:09.000150Z",
     "shell.execute_reply": "2020-10-18T21:37:09.000633Z"
    },
    "papermill": {
     "duration": 0.051143,
     "end_time": "2020-10-18T21:37:09.000740",
     "exception": false,
     "start_time": "2020-10-18T21:37:08.949597",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def translate_image (image, target, correction=100, scale_factor=0.2):\n",
    "    '''\n",
    "    '''\n",
    "    # Translate the image randomly about correction factor (then scaled)\n",
    "    adjustment = int(correction * np.random.uniform(-1*scale_factor, scale_factor))\n",
    "    # Get a new\n",
    "    target_new = target + (adjustment / correction)\n",
    "    n,m,c=image.shape\n",
    "    bigsquare=np.zeros((n,m+100,c),image.dtype) \n",
    "    if adjustment < 0:\n",
    "        bigsquare[:,:m+adjustment]=image[:,-adjustment:m]\n",
    "    else:\n",
    "        bigsquare[:,adjustment:m+adjustment]=image\n",
    "    return bigsquare[:n,:m,:], target_new\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.04032,
     "end_time": "2020-10-18T21:37:09.081903",
     "exception": false,
     "start_time": "2020-10-18T21:37:09.041583",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Creating own generator to read data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-04T03:36:58.338352Z",
     "start_time": "2020-10-04T03:36:58.331629Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:09.181342Z",
     "iopub.status.busy": "2020-10-18T21:37:09.179461Z",
     "iopub.status.idle": "2020-10-18T21:37:09.182022Z",
     "shell.execute_reply": "2020-10-18T21:37:09.182507Z"
    },
    "papermill": {
     "duration": 0.060335,
     "end_time": "2020-10-18T21:37:09.182616",
     "exception": false,
     "start_time": "2020-10-18T21:37:09.122281",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def data_generator(X, y ,batch_size=64, center_only=True, data_dir='data/'):\n",
    "    '''\n",
    "    Generate a batch of training images and targets from a DataFrame.\n",
    "    \n",
    "    Inputs:\n",
    "        X: array-like of paths to images\n",
    "        y: array-like of targerts (in order of X)\n",
    "    '''\n",
    "    # Loop forever so the generator never terminates\n",
    "    while True:\n",
    "        # Shuffle the image paths and targets\n",
    "        X_final = []\n",
    "        y_final = []\n",
    "        X_shuffled, y_shuffled = sklearn.utils.shuffle(X, y, n_samples=batch_size)\n",
    "        # We grab the first element since there is 1 column\n",
    "        for img_path,target in zip(X_shuffled,y_shuffled):\n",
    "            fname = data_dir+img_path\n",
    "            img = cv2.imread(fname[0])\n",
    "            # Skip specifically for the center image (still checks left/right)\n",
    "            steer_thresh = {'left':-0.01, 'right':0.005}\n",
    "            drop_ratio = 0.3\n",
    "            \n",
    "            if skip_low_steering(target[0], steer_thresh, drop_ratio):\n",
    "                X_final.append(img)\n",
    "                y_final.append(target[0])\n",
    "                # Use horizontally flipped images (new target)\n",
    "                img_flipped, target_flipped = flip_image(img,target)\n",
    "                X_final.append(img_flipped)\n",
    "                y_final.append(target_flipped[0])\n",
    "            # Check if we should use all images or just center\n",
    "            if not center_only:\n",
    "                # Translate the image randomly\n",
    "                img_trans, target_trans = translate_image(img, target[0], scale_factor=0.5)\n",
    "                X_final.append(img_trans)\n",
    "                y_final.append(target_trans)\n",
    "                \n",
    "                # Order: center, left, right\n",
    "                # Corret left image target & add image with target to array\n",
    "                img_l = cv2.imread(fname[1])\n",
    "                target_l = adjust_offcenter_image(img, target, 0.25, 'left')\n",
    "                # Corret right image target & add image with target to array                \n",
    "                img_r = cv2.imread(fname[2])\n",
    "                target_r = adjust_offcenter_image(img, target, 0.25, 'right')\n",
    "\n",
    "                X_final.append(img_l)\n",
    "                y_final.append(target_l[0])\n",
    "                # Use horizontally flipped images (new target)\n",
    "                img_flipped, target_flipped = flip_image(img_l,target_l)\n",
    "                X_final.append(img_flipped)\n",
    "                y_final.append(target_flipped[0])\n",
    "\n",
    "                X_final.append(img_r)\n",
    "                y_final.append(target_r[0])\n",
    "                # Use horizontally flipped images (new target)\n",
    "                img_flipped, target_flipped = flip_image(img_r,target_r)\n",
    "                X_final.append(img_flipped)\n",
    "                y_final.append(target_flipped[0])\n",
    "\n",
    "                \n",
    "\n",
    "              \n",
    "        batch_x = np.array(X_final)\n",
    "        batch_y = np.array(y_final)\n",
    "        yield (batch_x, batch_y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.041796,
     "end_time": "2020-10-18T21:37:09.265606",
     "exception": false,
     "start_time": "2020-10-18T21:37:09.223810",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Read in images by path from log file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.470327,
     "end_time": "2020-10-18T21:37:09.786290",
     "exception": false,
     "start_time": "2020-10-18T21:37:09.315963",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "We'll use the generator created above to read in images by a batch while training (and validating). But to ensure it works, let's test it out below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-04T03:36:59.122819Z",
     "start_time": "2020-10-04T03:36:59.118640Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:09.875779Z",
     "iopub.status.busy": "2020-10-18T21:37:09.875022Z",
     "iopub.status.idle": "2020-10-18T21:37:09.878587Z",
     "shell.execute_reply": "2020-10-18T21:37:09.879028Z"
    },
    "papermill": {
     "duration": 0.050614,
     "end_time": "2020-10-18T21:37:09.879164",
     "exception": false,
     "start_time": "2020-10-18T21:37:09.828550",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Note the multiple images will keep the proper shape\n",
    "temp_generator = data_generator(\n",
    "    df_all[['image_center','image_left','image_right']].values,\n",
    "    df_all['steer_angle'].values.reshape(-1,1)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-04T03:36:59.725189Z",
     "start_time": "2020-10-04T03:36:59.648831Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:09.964663Z",
     "iopub.status.busy": "2020-10-18T21:37:09.964060Z",
     "iopub.status.idle": "2020-10-18T21:37:10.064113Z",
     "shell.execute_reply": "2020-10-18T21:37:10.063583Z"
    },
    "papermill": {
     "duration": 0.145098,
     "end_time": "2020-10-18T21:37:10.064214",
     "exception": false,
     "start_time": "2020-10-18T21:37:09.919116",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "imgs,targets = next(temp_generator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-10-04T03:37:01.289657Z",
     "start_time": "2020-10-04T03:37:00.482770Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:10.161785Z",
     "iopub.status.busy": "2020-10-18T21:37:10.160480Z",
     "iopub.status.idle": "2020-10-18T21:37:10.768396Z",
     "shell.execute_reply": "2020-10-18T21:37:10.768928Z"
    },
    "papermill": {
     "duration": 0.663176,
     "end_time": "2020-10-18T21:37:10.769061",
     "exception": false,
     "start_time": "2020-10-18T21:37:10.105885",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f6c678fee50>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x1800 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Test to see if image reading works\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "f = plt.figure(figsize=(25,25))\n",
    "ax_left = f.add_subplot(1, 3, 1)\n",
    "ax_center = f.add_subplot(1, 3, 2)\n",
    "ax_right = f.add_subplot(1, 3, 3)\n",
    "\n",
    "\n",
    "# Print out three image examples\n",
    "ax_center.imshow(imgs[0])\n",
    "ax_left.imshow(imgs[1])\n",
    "ax_right.imshow(imgs[2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.052557,
     "end_time": "2020-10-18T21:37:10.873287",
     "exception": false,
     "start_time": "2020-10-18T21:37:10.820730",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Split the data into training and validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T05:58:22.711616Z",
     "start_time": "2020-09-29T05:58:22.707767Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:10.985055Z",
     "iopub.status.busy": "2020-10-18T21:37:10.984252Z",
     "iopub.status.idle": "2020-10-18T21:37:10.987258Z",
     "shell.execute_reply": "2020-10-18T21:37:10.986794Z"
    },
    "papermill": {
     "duration": 0.062339,
     "end_time": "2020-10-18T21:37:10.987373",
     "exception": false,
     "start_time": "2020-10-18T21:37:10.925034",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Adjust the target for off-center images to be used in training\n",
    "X = df_all[['image_center','image_left','image_right']].values\n",
    "y = df_all[['steer_angle']].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T05:58:22.715653Z",
     "start_time": "2020-09-29T05:58:22.712779Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:11.099357Z",
     "iopub.status.busy": "2020-10-18T21:37:11.098642Z",
     "iopub.status.idle": "2020-10-18T21:37:11.101923Z",
     "shell.execute_reply": "2020-10-18T21:37:11.101353Z"
    },
    "papermill": {
     "duration": 0.063047,
     "end_time": "2020-10-18T21:37:11.102015",
     "exception": false,
     "start_time": "2020-10-18T21:37:11.038968",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "X_train, X_valid, y_train, y_valid = sklearn.model_selection.train_test_split(\n",
    "                                        X, y, test_size=0.2, random_state=27)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.051692,
     "end_time": "2020-10-18T21:37:11.204567",
     "exception": false,
     "start_time": "2020-10-18T21:37:11.152875",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Generators for both train and validation sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T05:58:22.718735Z",
     "start_time": "2020-09-29T05:58:22.716699Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:11.315859Z",
     "iopub.status.busy": "2020-10-18T21:37:11.315089Z",
     "iopub.status.idle": "2020-10-18T21:37:11.317635Z",
     "shell.execute_reply": "2020-10-18T21:37:11.318227Z"
    },
    "papermill": {
     "duration": 0.059678,
     "end_time": "2020-10-18T21:37:11.318359",
     "exception": false,
     "start_time": "2020-10-18T21:37:11.258681",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Using reasobable batch size so GPU can process enough images\n",
    "train_generator = data_generator(X_train, y_train, batch_size=256)\n",
    "valid_generator = data_generator(X_valid, y_valid, batch_size=256)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.091267,
     "end_time": "2020-10-18T21:37:11.461726",
     "exception": false,
     "start_time": "2020-10-18T21:37:11.370459",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.051141,
     "end_time": "2020-10-18T21:37:11.565881",
     "exception": false,
     "start_time": "2020-10-18T21:37:11.514740",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Using center images only"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.051479,
     "end_time": "2020-10-18T21:37:11.668423",
     "exception": false,
     "start_time": "2020-10-18T21:37:11.616944",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "We'll try just using center images for training the model. If we simply put in the left and right images for the camera angle, we'd likely have issues with the model learning incorrect behavior. There are some techniques that could allow us to use these other images but for simplicity's sake we'll only use the center images for now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T05:58:22.722187Z",
     "start_time": "2020-09-29T05:58:22.719776Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:11.778908Z",
     "iopub.status.busy": "2020-10-18T21:37:11.778034Z",
     "iopub.status.idle": "2020-10-18T21:37:11.780209Z",
     "shell.execute_reply": "2020-10-18T21:37:11.780815Z"
    },
    "papermill": {
     "duration": 0.059765,
     "end_time": "2020-10-18T21:37:11.780929",
     "exception": false,
     "start_time": "2020-10-18T21:37:11.721164",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Creating a resuable default convolution\n",
    "from functools import partial\n",
    "DefaultConv2D = partial(keras.layers.Conv2D, kernel_initializer='he_normal',\n",
    "                        kernel_size=3, activation='elu', padding='SAME')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T05:58:22.725148Z",
     "start_time": "2020-09-29T05:58:22.723166Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:11.887605Z",
     "iopub.status.busy": "2020-10-18T21:37:11.886840Z",
     "iopub.status.idle": "2020-10-18T21:37:11.889768Z",
     "shell.execute_reply": "2020-10-18T21:37:11.889275Z"
    },
    "papermill": {
     "duration": 0.058613,
     "end_time": "2020-10-18T21:37:11.889864",
     "exception": false,
     "start_time": "2020-10-18T21:37:11.831251",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "input_shape = (160,320,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T05:58:22.741841Z",
     "start_time": "2020-09-29T05:58:22.726187Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:12.009935Z",
     "iopub.status.busy": "2020-10-18T21:37:12.008825Z",
     "iopub.status.idle": "2020-10-18T21:37:12.060250Z",
     "shell.execute_reply": "2020-10-18T21:37:12.059247Z"
    },
    "papermill": {
     "duration": 0.116277,
     "end_time": "2020-10-18T21:37:12.060389",
     "exception": false,
     "start_time": "2020-10-18T21:37:11.944112",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Based on https://developer.nvidia.com/blog/deep-learning-self-driving-cars/\n",
    "model_list = [\n",
    "    # Normalize the images\n",
    "    keras.layers.Lambda(lambda x: (x/255.0) - 0.5, input_shape=input_shape),\n",
    "    DefaultConv2D(filters=24, kernel_size=5),\n",
    "    keras.layers.MaxPooling2D(pool_size=2),\n",
    "    DefaultConv2D(filters=36, kernel_size=5),\n",
    "    keras.layers.MaxPooling2D(pool_size=2),\n",
    "    DefaultConv2D(filters=36, kernel_size=5),\n",
    "    keras.layers.MaxPooling2D(pool_size=2),     \n",
    "    keras.layers.Dropout(0.4),  # Dropout to regularize\n",
    "    DefaultConv2D(filters=48),\n",
    "    keras.layers.MaxPooling2D(pool_size=2),\n",
    "    DefaultConv2D(filters=64),\n",
    "    keras.layers.MaxPooling2D(pool_size=2),\n",
    "    DefaultConv2D(filters=64),\n",
    "    keras.layers.MaxPooling2D(pool_size=2),\n",
    "    keras.layers.Dropout(0.4),  # Dropout to regularize\n",
    "    # Fully connected network\n",
    "    keras.layers.Flatten(),\n",
    "    keras.layers.Dense(units=1024, activation='relu'),\n",
    "    keras.layers.Dropout(0.2),  # Dropout to regularize\n",
    "    keras.layers.Dense(units=128, activation='relu'),\n",
    "    keras.layers.Dropout(0.2),  # Dropout to regularize\n",
    "    keras.layers.Dense(units=64, activation='relu'),\n",
    "    keras.layers.Dense(units=16, activation='relu'),\n",
    "    keras.layers.Dense(units=1)\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T05:58:22.747215Z",
     "start_time": "2020-09-29T05:58:22.7435Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:12.170569Z",
     "iopub.status.busy": "2020-10-18T21:37:12.169859Z",
     "iopub.status.idle": "2020-10-18T21:37:12.174020Z",
     "shell.execute_reply": "2020-10-18T21:37:12.173520Z"
    },
    "papermill": {
     "duration": 0.061,
     "end_time": "2020-10-18T21:37:12.174114",
     "exception": false,
     "start_time": "2020-10-18T21:37:12.113114",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Adding in model to crop images first\n",
    "model_list = (\n",
    "    [model_list[0]] +\n",
    "    # Crop out \"unnecessary parts of the image\"\n",
    "    [keras.layers.Cropping2D(cropping=((60,20), (0,0)))] +\n",
    "    model_list[1:]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T05:58:22.856221Z",
     "start_time": "2020-09-29T05:58:22.749061Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:14.923728Z",
     "iopub.status.busy": "2020-10-18T21:37:14.922803Z",
     "iopub.status.idle": "2020-10-18T21:37:15.425207Z",
     "shell.execute_reply": "2020-10-18T21:37:15.424573Z"
    },
    "papermill": {
     "duration": 3.198439,
     "end_time": "2020-10-18T21:37:15.425354",
     "exception": false,
     "start_time": "2020-10-18T21:37:12.226915",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "model = keras.models.Sequential(model_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T05:58:22.865408Z",
     "start_time": "2020-09-29T05:58:22.857562Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:15.541697Z",
     "iopub.status.busy": "2020-10-18T21:37:15.540791Z",
     "iopub.status.idle": "2020-10-18T21:37:15.546980Z",
     "shell.execute_reply": "2020-10-18T21:37:15.547484Z"
    },
    "papermill": {
     "duration": 0.070423,
     "end_time": "2020-10-18T21:37:15.547614",
     "exception": false,
     "start_time": "2020-10-18T21:37:15.477191",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "model.compile(\n",
    "    loss='mse', \n",
    "    optimizer='nadam'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T05:58:22.875585Z",
     "start_time": "2020-09-29T05:58:22.8683Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:15.656043Z",
     "iopub.status.busy": "2020-10-18T21:37:15.654456Z",
     "iopub.status.idle": "2020-10-18T21:37:15.666006Z",
     "shell.execute_reply": "2020-10-18T21:37:15.666749Z"
    },
    "papermill": {
     "duration": 0.067681,
     "end_time": "2020-10-18T21:37:15.666919",
     "exception": false,
     "start_time": "2020-10-18T21:37:15.599238",
     "status": "completed"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lambda (Lambda)              (None, 160, 320, 3)       0         \n",
      "_________________________________________________________________\n",
      "cropping2d (Cropping2D)      (None, 80, 320, 3)        0         \n",
      "_________________________________________________________________\n",
      "conv2d (Conv2D)              (None, 80, 320, 24)       1824      \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 40, 160, 24)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 40, 160, 36)       21636     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 20, 80, 36)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 20, 80, 36)        32436     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2 (None, 10, 40, 36)        0         \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 10, 40, 36)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 10, 40, 48)        15600     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_3 (MaxPooling2 (None, 5, 20, 48)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_4 (Conv2D)            (None, 5, 20, 64)         27712     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_4 (MaxPooling2 (None, 2, 10, 64)         0         \n",
      "_________________________________________________________________\n",
      "conv2d_5 (Conv2D)            (None, 2, 10, 64)         36928     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_5 (MaxPooling2 (None, 1, 5, 64)          0         \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 1, 5, 64)          0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 320)               0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 1024)              328704    \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 1024)              0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 128)               131200    \n",
      "_________________________________________________________________\n",
      "dropout_3 (Dropout)          (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 64)                8256      \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 16)                1040      \n",
      "_________________________________________________________________\n",
      "dense_4 (Dense)              (None, 1)                 17        \n",
      "=================================================================\n",
      "Total params: 605,353\n",
      "Trainable params: 605,353\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T05:58:22.879684Z",
     "start_time": "2020-09-29T05:58:22.877399Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:15.784099Z",
     "iopub.status.busy": "2020-10-18T21:37:15.783268Z",
     "iopub.status.idle": "2020-10-18T21:37:15.786800Z",
     "shell.execute_reply": "2020-10-18T21:37:15.786284Z"
    },
    "papermill": {
     "duration": 0.058297,
     "end_time": "2020-10-18T21:37:15.786901",
     "exception": false,
     "start_time": "2020-10-18T21:37:15.728604",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Allow early stopping after not changing\n",
    "stop_after_no_change = keras.callbacks.EarlyStopping(\n",
    "    monitor='val_loss',\n",
    "    patience=15,\n",
    "    restore_best_weights=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T06:38:24.027022Z",
     "start_time": "2020-09-29T05:58:22.880791Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T21:37:15.895856Z",
     "iopub.status.busy": "2020-10-18T21:37:15.895271Z",
     "iopub.status.idle": "2020-10-18T22:13:17.154461Z",
     "shell.execute_reply": "2020-10-18T22:13:17.155253Z"
    },
    "papermill": {
     "duration": 2161.316913,
     "end_time": "2020-10-18T22:13:17.155509",
     "exception": false,
     "start_time": "2020-10-18T21:37:15.838596",
     "status": "completed"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/256\n",
      "128/128 [==============================] - 86s 673ms/step - loss: 0.0569 - val_loss: 0.0247\n",
      "Epoch 2/256\n",
      "128/128 [==============================] - 74s 579ms/step - loss: 0.0270 - val_loss: 0.0223\n",
      "Epoch 3/256\n",
      "128/128 [==============================] - 69s 540ms/step - loss: 0.0270 - val_loss: 0.0233\n",
      "Epoch 4/256\n",
      "128/128 [==============================] - 71s 551ms/step - loss: 0.0256 - val_loss: 0.0253\n",
      "Epoch 5/256\n",
      "128/128 [==============================] - 71s 554ms/step - loss: 0.0237 - val_loss: 0.0230\n",
      "Epoch 6/256\n",
      "128/128 [==============================] - 70s 546ms/step - loss: 0.0242 - val_loss: 0.0218\n",
      "Epoch 7/256\n",
      "128/128 [==============================] - 70s 544ms/step - loss: 0.0229 - val_loss: 0.0232\n",
      "Epoch 8/256\n",
      "128/128 [==============================] - 70s 550ms/step - loss: 0.0224 - val_loss: 0.0208\n",
      "Epoch 9/256\n",
      "128/128 [==============================] - 70s 549ms/step - loss: 0.0227 - val_loss: 0.0207\n",
      "Epoch 10/256\n",
      "128/128 [==============================] - 71s 556ms/step - loss: 0.0224 - val_loss: 0.0214\n",
      "Epoch 11/256\n",
      "128/128 [==============================] - 69s 540ms/step - loss: 0.0213 - val_loss: 0.0226\n",
      "Epoch 12/256\n",
      "128/128 [==============================] - 71s 552ms/step - loss: 0.0212 - val_loss: 0.0208\n",
      "Epoch 13/256\n",
      "128/128 [==============================] - 70s 549ms/step - loss: 0.0201 - val_loss: 0.0226\n",
      "Epoch 14/256\n",
      "128/128 [==============================] - 69s 543ms/step - loss: 0.0196 - val_loss: 0.0208\n",
      "Epoch 15/256\n",
      "128/128 [==============================] - 70s 546ms/step - loss: 0.0194 - val_loss: 0.0178\n",
      "Epoch 16/256\n",
      "128/128 [==============================] - 70s 544ms/step - loss: 0.0186 - val_loss: 0.0212\n",
      "Epoch 17/256\n",
      "128/128 [==============================] - 70s 548ms/step - loss: 0.0175 - val_loss: 0.0198\n",
      "Epoch 18/256\n",
      "128/128 [==============================] - 72s 562ms/step - loss: 0.0169 - val_loss: 0.0215\n",
      "Epoch 19/256\n",
      "128/128 [==============================] - 75s 589ms/step - loss: 0.0165 - val_loss: 0.0205\n",
      "Epoch 20/256\n",
      "128/128 [==============================] - 71s 558ms/step - loss: 0.0158 - val_loss: 0.0183\n",
      "Epoch 21/256\n",
      "128/128 [==============================] - 72s 564ms/step - loss: 0.0148 - val_loss: 0.0207\n",
      "Epoch 22/256\n",
      "128/128 [==============================] - 73s 571ms/step - loss: 0.0143 - val_loss: 0.0188\n",
      "Epoch 23/256\n",
      "128/128 [==============================] - 73s 569ms/step - loss: 0.0133 - val_loss: 0.0208\n",
      "Epoch 24/256\n",
      "128/128 [==============================] - 72s 564ms/step - loss: 0.0125 - val_loss: 0.0200\n",
      "Epoch 25/256\n",
      "128/128 [==============================] - 71s 552ms/step - loss: 0.0120 - val_loss: 0.0183\n",
      "Epoch 26/256\n",
      "128/128 [==============================] - 71s 556ms/step - loss: 0.0118 - val_loss: 0.0195\n",
      "Epoch 27/256\n",
      "128/128 [==============================] - 70s 550ms/step - loss: 0.0116 - val_loss: 0.0190\n",
      "Epoch 28/256\n",
      "128/128 [==============================] - 71s 556ms/step - loss: 0.0106 - val_loss: 0.0196\n",
      "Epoch 29/256\n",
      "128/128 [==============================] - 71s 556ms/step - loss: 0.0100 - val_loss: 0.0181\n",
      "Epoch 30/256\n",
      "128/128 [==============================] - 71s 552ms/step - loss: 0.0098 - val_loss: 0.0199\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(\n",
    "    x=train_generator,\n",
    "    y=None, # Since using a generator\n",
    "    batch_size=None, # Since using a generator\n",
    "    epochs=256, # Large since we want to ensure we stop by early stopping\n",
    "    steps_per_epoch=128, # Ideal: steps*batch_size = # of images\n",
    "    validation_data=valid_generator,\n",
    "    validation_steps=32,\n",
    "    callbacks=[stop_after_no_change]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 1.403135,
     "end_time": "2020-10-18T22:13:19.934059",
     "exception": false,
     "start_time": "2020-10-18T22:13:18.530924",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T06:38:24.036131Z",
     "start_time": "2020-09-29T06:38:24.028277Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T22:13:22.678291Z",
     "iopub.status.busy": "2020-10-18T22:13:22.677446Z",
     "iopub.status.idle": "2020-10-18T22:13:22.686999Z",
     "shell.execute_reply": "2020-10-18T22:13:22.686421Z"
    },
    "papermill": {
     "duration": 1.393333,
     "end_time": "2020-10-18T22:13:22.687101",
     "exception": false,
     "start_time": "2020-10-18T22:13:21.293768",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline \n",
    "\n",
    "def eval_model(model, model_history, X, y, show=True):\n",
    "    '''\n",
    "    '''\n",
    "    score = model.evaluate(X, y)\n",
    "    print(f'Loss: {score:.2f}')\n",
    "\n",
    "    if show:\n",
    "        plt.plot(model_history.history['loss'], label='Loss (training data)')\n",
    "        plt.plot(model_history.history['val_loss'], label='Loss (validation data)')\n",
    "        plt.ylabel('Loss')\n",
    "        plt.xlabel('Epoch')\n",
    "        plt.legend(loc='upper right')\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 1.612429,
     "end_time": "2020-10-18T22:13:25.685201",
     "exception": false,
     "start_time": "2020-10-18T22:13:24.072772",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Let's checkout how the previous model turned while training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T06:39:55.520013Z",
     "start_time": "2020-09-29T06:39:54.694591Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T22:13:28.536855Z",
     "iopub.status.busy": "2020-10-18T22:13:28.536021Z",
     "iopub.status.idle": "2020-10-18T22:13:29.122592Z",
     "shell.execute_reply": "2020-10-18T22:13:29.121960Z"
    },
    "papermill": {
     "duration": 2.037458,
     "end_time": "2020-10-18T22:13:29.122699",
     "exception": false,
     "start_time": "2020-10-18T22:13:27.085241",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4/4 [==============================] - 0s 20ms/step - loss: 0.0148\n",
      "Loss: 0.01\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_generator = data_generator(X_valid, y_valid, batch_size=64)\n",
    "X_test, y_test = next(test_generator)\n",
    "eval_model(model, history, X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-18T22:13:31.875804Z",
     "iopub.status.busy": "2020-10-18T22:13:31.872142Z",
     "iopub.status.idle": "2020-10-18T22:13:32.030175Z",
     "shell.execute_reply": "2020-10-18T22:13:32.030917Z"
    },
    "papermill": {
     "duration": 1.534506,
     "end_time": "2020-10-18T22:13:32.031147",
     "exception": false,
     "start_time": "2020-10-18T22:13:30.496641",
     "status": "completed"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Ignore the first epoch since it's typically very high compared to the rest\n",
    "plt.plot(history.history['loss'], label='Loss (training data)')\n",
    "plt.plot(history.history['val_loss'], label='Loss (validation data)')\n",
    "plt.ylabel('Loss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylim(\n",
    "    top=np.median(history.history['val_loss'])+np.std(history.history['val_loss']), \n",
    "    bottom=0.0\n",
    ")\n",
    "plt.legend(loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-09-29T06:39:58.339414Z",
     "start_time": "2020-09-29T06:39:58.205548Z"
    },
    "execution": {
     "iopub.execute_input": "2020-10-18T22:13:34.795091Z",
     "iopub.status.busy": "2020-10-18T22:13:34.794484Z",
     "iopub.status.idle": "2020-10-18T22:13:34.869922Z",
     "shell.execute_reply": "2020-10-18T22:13:34.869312Z"
    },
    "papermill": {
     "duration": 1.455829,
     "end_time": "2020-10-18T22:13:34.870028",
     "exception": false,
     "start_time": "2020-10-18T22:13:33.414199",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "model.save('model.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-18T22:13:37.824149Z",
     "iopub.status.busy": "2020-10-18T22:13:37.823259Z",
     "iopub.status.idle": "2020-10-18T22:13:39.310290Z",
     "shell.execute_reply": "2020-10-18T22:13:39.309743Z"
    },
    "papermill": {
     "duration": 2.855152,
     "end_time": "2020-10-18T22:13:39.310437",
     "exception": false,
     "start_time": "2020-10-18T22:13:36.455285",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Clean up the data downloaded (not needed for output)\n",
    "!rm -rf data/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-10-18T22:13:42.117429Z",
     "iopub.status.busy": "2020-10-18T22:13:42.102152Z",
     "iopub.status.idle": "2020-10-18T22:13:42.764365Z",
     "shell.execute_reply": "2020-10-18T22:13:42.763720Z"
    },
    "papermill": {
     "duration": 2.055536,
     "end_time": "2020-10-18T22:13:42.764480",
     "exception": false,
     "start_time": "2020-10-18T22:13:40.708944",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "!rm -rf __MACOSX/"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "papermill": {
   "duration": 2229.453338,
   "end_time": "2020-10-18T22:13:45.849239",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2020-10-18T21:36:36.395901",
   "version": "2.1.0"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": false,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": true,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
